Invariant Engineering Group

How We Work

We build production-grade AI systems through a structured approach: understand your constraints, design for correctness, deliver working software.

Our Approach:

Engineering-First
Production-Grade
Fixed Scope Projects
Service Offerings

Three-Tier Service Model

Designed for enterprise clients in compliance-sensitive environments

Discovery & ScopingEntry Point

Technical assessment of your requirements, constraints, and system architecture needs

Key Outcomes:

  • Clear technical requirements
  • Architecture recommendations
  • Fixed-scope proposal
System Design & Implementation

End-to-end development of production AI systems with correctness and traceability built in

Key Outcomes:

  • Production-ready systems
  • Complete documentation
  • Deployment support
Ongoing Engineering Support

Continued technical support, system evolution, and architectural guidance

Key Outcomes:

  • System maintenance
  • Feature development
  • Technical advisory
Service Details

Detailed Service Breakdown

Each service is designed to address specific stages of AI deployment in regulated environments

AI Risk & Architecture Assessment

Your Starting Point for Safe AI Deployment

Comprehensive evaluation of AI deployment risks, architecture gaps, and compliance readiness. Perfect for organizations beginning their AI journey or validating existing systems.

System boundary mapping with data flow analysis
Risk register with specific mitigation strategies
Architecture recommendations for compliance
Implementation roadmap with realistic timelines

Timeline

2-4 weeks, fixed scope

Deliverables

Executive summary, technical documentation, risk assessment, implementation plan

Discovery
Analysis
Readout

Regulated AI System Design & Build

Production-Ready AI with Compliance Built-In

End-to-end development of audit-ready AI systems. From architecture design to deployment, we build AI systems that pass regulatory scrutiny from day one.

Audit-ready AI architecture with complete traceability
RAG systems with source attribution and explainability
Secure deployment with governance frameworks
Integration with existing compliance systems

Timeline

3-6 months, depending on scope

Deliverables

Production AI system, documentation, training, ongoing support

Design
Build
Deploy

Fractional AI Architecture/Advisory

Ongoing Governance and Strategic Guidance

Continuous architectural oversight and governance guidance. Perfect for organizations that need senior AI expertise without full-time hiring.

Monthly architecture reviews and guidance
Compliance monitoring and risk management
Team mentoring and knowledge transfer
Strategic AI roadmap development

Timeline

Ongoing engagement, flexible terms

Deliverables

Monthly reports, architecture guidance, team training, strategic planning

Monthly
Advisory
Growth
Our Process

How We Build Systems

Every project follows a structured approach: understand constraints, design for correctness, deliver working software

01

Discovery

Technical discussion to understand your requirements, constraints, and what you're trying to build.

1 week

Key Deliverables:

  • Requirements documentation
  • Technical constraints
  • Initial architecture
02

Scoping

Define clear project scope with deliverables, timeline, and success criteria.

1 week

Key Deliverables:

  • Fixed-scope proposal
  • Timeline and milestones
  • Success metrics
03

Design

System architecture and technical design with explicit validation boundaries and failure modes.

1-2 weeks

Key Deliverables:

  • System architecture
  • Technical specifications
  • Implementation plan
04

Implementation

Build and deliver production-grade systems with testing, documentation, and deployment support.

Varies by scope

Key Deliverables:

  • Working system
  • Documentation
  • Deployment support

Why This Works

Fixed Scope

Clear deliverables and timelines—no scope creep, no surprises

Engineering-First

Built by engineers who understand production systems and real constraints

Production-Ready

Systems designed to work under real constraints, not demos or prototypes

Ready to Deploy AI Safely?

Start with our AI Risk & Architecture Assessment. Get clarity on your deployment risks, architectural requirements, and compliance readiness in just 2-4 weeks.

Trusted by regulated industries

Banking & Finance
Legal Services
Healthcare
Government